Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning

Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning

4 February 2024

Junqiao Zhao

Pheng-Ann Heng

Papers citing "Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning"

11 / 11 papers shown

Title
Text-to-Decision Agent: Learning Generalist Policies from Natural Language Supervision Shilin Zhang Zican Hu Wenhao Wu Xinyi Xie Jianxiang Tang Chunlin Chen Daoyi Dong Yu Cheng Zhenhong Sun Zhi Wang OffRL 26 0 0 21 Apr 2025
Human-Level Competitive Pokémon via Scalable Offline Reinforcement Learning with Transformers Jake Grigsby Yuqi Xie Justin Sasek Steven Zheng Yuke Zhu OffRL 21 0 0 06 Apr 2025
Meta-DT: Offline Meta-RL as Conditional Sequence Modeling with World Model Disentanglement Zhi Wang Li Lyna Zhang Wenhao Wu Yuanheng Zhu Dongbin Zhao C. L. Philip Chen OffRL 18 2 0 15 Oct 2024
Focus On What Matters: Separated Models For Visual-Based RL Generalization Di Zhang Bowen Lv Hai Zhang Feifan Yang Junqiao Zhao Hang Yu Chang Huang Hongtu Zhou Chen Ye Changjun Jiang 20 1 0 29 Sep 2024
Scrutinize What We Ignore: Reining In Task Representation Shift Of Context-Based Offline Meta Reinforcement Learning Hai Zhang Boyuan Zheng Anqi Guo Tianying Ji Anqi Guo Junqiao Zhao Lanqing Li OffRL 14 0 0 20 May 2024
Designing Biological Sequences via Meta-Reinforcement Learning and Bayesian Optimization Leo Feng Padideh Nouri Aneri Muni Yoshua Bengio Pierre-Luc Bacon 103 4 0 13 Sep 2022
Value Penalized Q-Learning for Recommender Systems Chengqian Gao Ke Xu Kuangqi Zhou Lanqing Li Xueqian Wang Bo Yuan P. Zhao OffRL 22 20 0 15 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 275 3,784 0 18 Apr 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 321 1,662 0 04 May 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 234 11,568 0 09 Mar 2017